Efficient streaming dynamic mode decomposition
This work introduces efficient streaming dynamic mode decomposition (esDMD), a method to analyze data streams sequentially without redundancy. While standard sDMD maintains two orthonormal bases, esDMD proves that keeping only a single basis is sufficient to accurately characterize system dynamics. This reformulation reduces computational complexity and memory usage by eliminating unnecessary dual basis updates.